1 Star 0 Fork 0

刘腾飞 / cubeai

加入 Gitee
与超过 1200万 开发者一起发现、参与优秀开源项目,私有仓库也完全免费 :)
免费加入
克隆/下载
贡献代码
同步代码
取消
提示: 由于 Git 不支持空文件夾,创建文件夹后会生成空的 .keep 文件
Loading...
README
Apache-2.0

CubeAI★智立方 v2.3.0

版权所有 © 2019-2020 中国联通网络技术研究院

https://cubeai.dimpt.com


平台简介

CubeAI★智立方 是由中国联通网络技术研究院完全自主开发的开源AI平台,目前包括AI在线训练、自动化模型发布与部署、可视化AI能力开放等子平台和功能模块。其核心作用在于打通AI模型开发至实际生产应用之间的壁垒,加速AI创新和应用进程,促进AI应用从设计、开发直到部署、运营整个生命周期的自动化快速迭代和演进。

CubeAI v2.3.0: 隆重推出原创性 Python 微服务框架 —— ServiceBoot,基于 ServiceBoot 框架对 CubeAI 代码进行整体重构。

CubeAI v2.2.0:推出全新的AI模型微服务框架 —— cubeai_model_runner ,实现彻底的去Acumos化。

CubeAI v2.1.0:采用Python开发并完全重构微服务框架,实现去Spring Cloud化,支持基于k8s和istio的云原生服务网格部署。

系统架构

微服务基础组件

  • Consul

使用Consul作为微服务注册/发现中心和数据配置中心。

  • gateway

gateway作为微服务API网关,用于为后端的业务应用微服务提供一个统一的访问入口,提供HTTP路由功能,并充当Oauth2的client身份。

  • uaa

uaa(用户认证授权中心)是一个特殊的微服务,为系统提供统一的安全控制服务,主要用于用户的认证、鉴权、授权,微服务的访问控制,以及基于角色的访问控制。

CubeAI应用微服务

  • portal

前端主门户微服务。portal前端基于Angular框架,使用TypeScript/HTML/CSS等语言开发。

  • ppersonal

个人中心前端门户微服务,位于主portal之后。ppersonal前端基于Angular框架,使用TypeScript/HTML/CSS等语言开发。

  • pmodelhub

模型共享平台前端门户微服务,位于主portal之后。pmodelhub前端基于Angular框架,使用TypeScript/HTML/CSS等语言开发。

  • popen

能力开放平台前端门户微服务,位于主portal之后。Popen前端基于Angular框架,使用TypeScript/HTML/CSS等语言开发。

  • umm

AI模型管理。下挂一个MySql数据库,统一管理CubeAI应用中所有需要持久化的数据模型。

  • umu

AI模型导入。负责将建模阶段打包好的AI模型导入CubeAI平台,并生成docker形式的微服务镜像。

  • umo

AI模型编排。以可视化图形界面将多个基础模型组件组合编排成一个功能更为复杂的AI模型。

  • umd

AI模型部署。将CubeAI平台中已发布模型部署至Kubernetes云平台,以docker容器的方式运行,以RESTful API的形式向用户提供AI能力开放接口。

  • ability

AI能力开放网关。对Kubernetes平台中docker容器提供的AI能力接口进行封装,增强API访问的安全性。

CubeAI应用支撑组件

  • Nexus

提供用于存储AI模型相关构件和文档的文件服务器,以及用于存贮AI模型docker镜像的docker仓库。

请参考Nexus官方文档进行安装和配置。Nexus服务器需要配置为通过HTTPS协议进行访问。

  • Kubernates

AI模型部署目标平台,以docker容器形式为AI能力开放提供微服务化容器编排和调度平台。

请参考Kubernates官方文档进行安装和配置。

开发环境

  • 操作系统

    • Linux,建议Ubuntu 16.04 LTS
  • 版本管理

    • git
  • Python

    • Python 3.5.2以上版本
  • Node.js

    • https://nodejs.org/en/download/ 下载相应版本,拷贝至/opt。

    • 解压,创建符号连接(用实际版本号替换以下版本号):

        cd /opt
        # tar -xvf node-v8.10.0-linux-x64.tar.xz 
        # ln -s node-v8.10.0-linux-x64 nodejs
        # ln -s /opt/nodejs/bin/node /usr/bin/node
        # ln -s /opt/nodejs/bin/npm /usr/bin/npm
        # node -v
  • 前端build工具

    • Yarn

    • 安装

        # curl -sS https://dl.yarnpkg.com/debian/pubkey.gpg | apt-key add -
        # echo "deb https://dl.yarnpkg.com/debian/ stable main" | tee /etc/apt/sources.list.d/yarn.list
        # apt-get update
        # apt-get install yarn
  • Docker

    • 卸载旧版本(如果非初次安装)

        # apt-get remove docker docker-engine docker.io
    • 配置仓库

      • 更新apt-get包索引

          apt-get update
      • 安装软件包使apt可使用HTTPS:

          # apt-get install  apt-transport-https  ca-certificates  curl  software-properties-common
      • 添加Docker官方GPG key:

          # curl -fsSL https://download.docker.com/linux/ubuntu/gpg | apt-key add -
      • 验证指纹,是否有 9DC8 5822 9FC7 DD38 854A E2D8 8D81 803C 0EBF CD88

          # apt-key fingerprint 0EBFCD88
      • Set up the stable repository:

          # add-apt-repository  "deb [arch=amd64] https://download.docker.com/linux/ubuntu  $(lsb_release -cs)  stable"
    • 安装DOCKER CE

        # apt-get update
        # apt-get install docker-ce
    • 安装docker-compose

        # apt-get install docker-compose
    • 验证安装成功:

        # docker run hello-world
  • 集成开发环境

    • 建议: PyCharm

安装、开发和部署

  1. 代码下载

     # git clone http://bggit.ihub.org.cn/p91275860/cubeai_ihub.git
  2. 开发

    • 参照docker/dev-python文件夹下的README文档,拉起平台开发需要依赖的所有基础微服务。

    • 参照uaa、gateway、portal、ppersonal、pmodelhub、popen、umm、umu、umd、ability等文件夹下的README文档,分别进行各微服务的开发调试。

  3. 部署

    • 参照docker/prod-python文件夹下的README文档,对整个平台运行所需要的所有微服务进行部署。
Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

简介

CubeAI platform 展开 收起
Apache-2.0
取消

发行版

暂无发行版

贡献者

全部

近期动态

加载更多
不能加载更多了
1
https://gitee.com/liutengfei666/cubeai.git
git@gitee.com:liutengfei666/cubeai.git
liutengfei666
cubeai
cubeai
master

搜索帮助